Packaging the safety policy as a modular skill-native artifact provides substantial gains over flattening the identical policy into a system prompt: SkillSonar reduces ID ASR from 0.353 to 0.104 and OOD ASR from 0.437 to 0.109, increases ID task utility from 0.655 to 0.815, and lowers token consumption from ~239K to ~188K (a ~21% reduction).

Packaging the safety policy as a modular skill-native artifact provides substantial gains over flattening the identical policy into a system prompt: SkillSonar reduces ID ASR from 0.353 to 0.104 and OOD ASR from 0.437 to 0.109, increases ID task utility from 0.655 to 0.815, and lowers token consumption from ~239K to ~188K (a ~21% reduction). · CiteArk

测量结果

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指标与条件	论文报告	最近可用实测	证据判断
split: id_test · configuration: Flattened prompt	0.353 fraction	—	尚未评估
split: ood_test · configuration: Flattened prompt	0.437 fraction	—	尚未评估
split: id_test · configuration: SkillSonar	0.104 fraction	—	尚未评估
split: ood_test · configuration: SkillSonar	0.109 fraction	—	尚未评估
split: id_test · configuration: Flattened prompt	0.655 score	—	尚未评估
split: ood_test · configuration: Flattened prompt	0.672 score	—	尚未评估
split: id_test · configuration: SkillSonar	0.815 score	—	尚未评估
split: ood_test · configuration: SkillSonar	0.789 score	—	尚未评估
configuration: Flattened prompt	0.748 score	—	尚未评估
configuration: SkillSonar	0.763 score	—	尚未评估
configuration: Flattened prompt	239 thousands_of_tokens	—	尚未评估
configuration: SkillSonar	188 thousands_of_tokens	—	尚未评估

报告指标与观测值

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测量结果